Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	5679597
Missing cells	490697
Missing cells (%)	0.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	520.0 MiB
Average record size in memory	96.0 B

Variable types

Numeric	7
Categorical	5

Alerts

`filename` has a high cardinality: 1833 distinct values	High cardinality
`sha256` has a high cardinality: 874949 distinct values	High cardinality
`imp_hash` has a high cardinality: 155717 distinct values	High cardinality
`sec_md5` has a high cardinality: 1654205 distinct values	High cardinality
`sec_name` has a high cardinality: 37166 distinct values	High cardinality
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`sec_chi2` is highly correlated with `raw_size`	High correlation
`sec_entropy` is highly correlated with `raw_size` and 1 other fields	High correlation
`raw_size` is highly correlated with `sec_chi2` and 2 other fields	High correlation
`virtual_size` is highly correlated with `sec_entropy` and 1 other fields	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`sec_chi2` is highly correlated with `raw_size`	High correlation
`sec_entropy` is highly correlated with `raw_size`	High correlation
`raw_size` is highly correlated with `sec_chi2` and 2 other fields	High correlation
`virtual_size` is highly correlated with `raw_size`	High correlation
`Unnamed: 0` is highly correlated with `win_count`	High correlation
`win_count` is highly correlated with `Unnamed: 0`	High correlation
`raw_size` is highly correlated with `virtual_size` and 1 other fields	High correlation
`virtual_size` is highly correlated with `raw_size`	High correlation
`virtual_address` is highly correlated with `raw_size`	High correlation
`imp_hash` has 459864 (8.1%) missing values	Missing
`sec_chi2` is highly skewed (γ1 = 331.9046384)	Skewed
`raw_size` is highly skewed (γ1 = 325.3469567)	Skewed
`virtual_size` is highly skewed (γ1 = 104.1186351)	Skewed
`virtual_address` is highly skewed (γ1 = 43.51514194)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`sec_entropy` has 1058492 (18.6%) zeros	Zeros
`raw_size` has 502261 (8.8%) zeros	Zeros

Reproduction

Analysis started	2022-08-01 04:24:28.489065
Analysis finished	2022-08-01 04:27:05.604857
Duration	2 minutes and 37.12 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	5679597
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2839798

Minimum	0
Maximum	5679596
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	0
5-th percentile	283979.8
Q1	1419899
median	2839798
Q3	4259697
95-th percentile	5395616.2
Maximum	5679596
Range	5679596
Interquartile range (IQR)	2839798

Descriptive statistics

Standard deviation	1639558.573
Coefficient of variation (CV)	0.5773504217
Kurtosis	-1.2
Mean	2839798
Median Absolute Deviation (MAD)	1419899
Skewness	-7.305472212 × 10^-17
Sum	1.61289082 × 10¹³
Variance	2.688152314 × 10¹²
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
3786394	1	< 0.1%
3786402	1	< 0.1%
3786401	1	< 0.1%
3786400	1	< 0.1%
3786399	1	< 0.1%
3786398	1	< 0.1%
3786397	1	< 0.1%
3786396	1	< 0.1%
3786395	1	< 0.1%
Other values (5679587)	5679587	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
5679596	1	< 0.1%
5679595	1	< 0.1%
5679594	1	< 0.1%
5679593	1	< 0.1%
5679592	1	< 0.1%
5679591	1	< 0.1%
5679590	1	< 0.1%
5679589	1	< 0.1%
5679588	1	< 0.1%
5679587	1	< 0.1%

filename
Categorical

HIGH CARDINALITY

Distinct	1833
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	43.3 MiB

2022041901/2022041901_3	12228
2022042101/2022042101_3	11934
2022042101/2022042101_11	11928
2022042101/2022042101_10	11431
2022042101/2022042101_1	10756
Other values (1828)	5621320

Length

Max length	33
Median length	24
Mean length	25.10842389
Min length	23

Characters and Unicode

Total characters	142605729
Distinct characters	12
Distinct categories	3 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20220329/2022032900/2022032900_0
2nd row	20220329/2022032900/2022032900_0
3rd row	20220329/2022032900/2022032900_0
4th row	20220329/2022032900/2022032900_0
5th row	20220329/2022032900/2022032900_0

Common Values

Value	Count	Frequency (%)
2022041901/2022041901_3	12228	0.2%
2022042101/2022042101_3	11934	0.2%
2022042101/2022042101_11	11928	0.2%
2022042101/2022042101_10	11431	0.2%
2022042101/2022042101_1	10756	0.2%
2022041900/2022041900_51	10703	0.2%
20220329/2022032900/2022032900_54	10619	0.2%
2022041901/2022041901_1	10605	0.2%
20220329/2022032900/2022032900_57	10422	0.2%
20220329/2022032900/2022032900_53	10353	0.2%
Other values (1823)	5568618	98.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2022041901/2022041901_3	12228	0.2%
2022042101/2022042101_3	11934	0.2%
2022042101/2022042101_11	11928	0.2%
2022042101/2022042101_10	11431	0.2%
2022042101/2022042101_1	10756	0.2%
2022041900/2022041900_51	10703	0.2%
20220329/2022032900/2022032900_54	10619	0.2%
2022041901/2022041901_1	10605	0.2%
20220329/2022032900/2022032900_57	10422	0.2%
20220329/2022032900/2022032900_53	10353	0.2%
Other values (1823)	5568618	98.0%

Most occurring characters

Value	Count	Frequency (%)
2	44262028	31.0%
0	33998767	23.8%
1	16527510	11.6%
9	12545795	8.8%
4	11803689	8.3%
/	6489247	4.6%
_	5679597	4.0%
3	5075636	3.6%
5	2218107	1.6%
8	1394214	1.0%
Other values (2)	2611139	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	130436885	91.5%
Other Punctuation	6489247	4.6%
Connector Punctuation	5679597	4.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	44262028	33.9%
0	33998767	26.1%
1	16527510	12.7%
9	12545795	9.6%
4	11803689	9.0%
3	5075636	3.9%
5	2218107	1.7%
8	1394214	1.1%
7	1320953	1.0%
6	1290186	1.0%

Other Punctuation

Value	Count	Frequency (%)
/	6489247	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	5679597	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	142605729	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	44262028	31.0%
0	33998767	23.8%
1	16527510	11.6%
9	12545795	8.8%
4	11803689	8.3%
/	6489247	4.6%
_	5679597	4.0%
3	5075636	3.6%
5	2218107	1.6%
8	1394214	1.0%
Other values (2)	2611139	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	142605729	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	44262028	31.0%
0	33998767	23.8%
1	16527510	11.6%
9	12545795	8.8%
4	11803689	8.3%
/	6489247	4.6%
_	5679597	4.0%
3	5075636	3.6%
5	2218107	1.6%
8	1394214	1.0%
Other values (2)	2611139	1.8%

win_count
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	613901
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	279245.561

Minimum	1
Maximum	616221
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	1
5-th percentile	26820
Q1	138614
median	277341
Q3	408122
95-th percentile	563291
Maximum	616221
Range	616220
Interquartile range (IQR)	269508

Descriptive statistics

Standard deviation	165186.6807
Coefficient of variation (CV)	0.591546308
Kurtosis	-1.015428343
Mean	279245.561
Median Absolute Deviation (MAD)	134529
Skewness	0.1209900112
Sum	1.586002251 × 10¹²
Variance	2.728663947 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
423722	97	< 0.1%
395177	96	< 0.1%
401436	84	< 0.1%
398996	83	< 0.1%
386573	81	< 0.1%
381232	80	< 0.1%
407713	78	< 0.1%
363563	77	< 0.1%
376908	77	< 0.1%
358519	75	< 0.1%
Other values (613891)	5678769	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	11	< 0.1%
2	8	< 0.1%
3	13	< 0.1%
4	15	< 0.1%
5	9	< 0.1%
6	5	< 0.1%
7	17	< 0.1%
8	7	< 0.1%
9	7	< 0.1%
10	12	< 0.1%

Value	Count	Frequency (%)
616221	3	< 0.1%
616220	5	< 0.1%
616219	3	< 0.1%
616218	7	< 0.1%
616217	3	< 0.1%
616216	3	< 0.1%
616215	5	< 0.1%
616214	3	< 0.1%
616213	7	< 0.1%
616212	4	< 0.1%

sha256
Categorical

HIGH CARDINALITY

Distinct	874949
Distinct (%)	15.4%
Missing	0
Missing (%)	0.0%
Memory size	43.3 MiB

4d49234ed4c0ec62648d6885a28b992d1dbe6b3fc14f3166f697832e7a1c206c	969
32b399bd02caa96103c82b0d886c92707e9acc05be76235ce7ba057802c1a35a	867
4f0bdf749061f2e84fe28724f95acef84d9e8fe847710585fc394469bd844238	550
f97aef6102ec86f06c1b143a8bea30a250624b5fe243f97c07fda439cb7a21c4	488
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	469
Other values (874944)	5676254

Length

Max length	64
Median length	64
Mean length	64
Min length	64

Characters and Unicode

Total characters	363494208
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7996 ?
Unique (%)	0.1%

Sample

1st row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b
2nd row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b
3rd row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b
4th row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b
5th row	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b

Common Values

Value	Count	Frequency (%)
4d49234ed4c0ec62648d6885a28b992d1dbe6b3fc14f3166f697832e7a1c206c	969	< 0.1%
32b399bd02caa96103c82b0d886c92707e9acc05be76235ce7ba057802c1a35a	867	< 0.1%
4f0bdf749061f2e84fe28724f95acef84d9e8fe847710585fc394469bd844238	550	< 0.1%
f97aef6102ec86f06c1b143a8bea30a250624b5fe243f97c07fda439cb7a21c4	488	< 0.1%
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	469	< 0.1%
a45c832eed0031c56d51e0ae41a2b1cc597df57ddcf87b89cdab4e9d8ddc9e78	468	< 0.1%
9d5b4887dd3166f6284b3220de0c77136f3dc795f4d7e40711472f9f24b390f4	464	< 0.1%
8f6cc96686e671bc8f2d980f39ffe125517c4ce2407755289e52b19cdaee9961	448	< 0.1%
77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273	432	< 0.1%
2aba55077ca3974c001f02252f014022620487555be964e615078711a6022e36	424	< 0.1%
Other values (874939)	5674018	99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
4d49234ed4c0ec62648d6885a28b992d1dbe6b3fc14f3166f697832e7a1c206c	969	< 0.1%
32b399bd02caa96103c82b0d886c92707e9acc05be76235ce7ba057802c1a35a	867	< 0.1%
4f0bdf749061f2e84fe28724f95acef84d9e8fe847710585fc394469bd844238	550	< 0.1%
f97aef6102ec86f06c1b143a8bea30a250624b5fe243f97c07fda439cb7a21c4	488	< 0.1%
3c1c6d813d2b031d988204155fc198fe4f32ff56c05dabbcfcd5486131f4fb9d	469	< 0.1%
a45c832eed0031c56d51e0ae41a2b1cc597df57ddcf87b89cdab4e9d8ddc9e78	468	< 0.1%
9d5b4887dd3166f6284b3220de0c77136f3dc795f4d7e40711472f9f24b390f4	464	< 0.1%
8f6cc96686e671bc8f2d980f39ffe125517c4ce2407755289e52b19cdaee9961	448	< 0.1%
77980723f53e66234368e2db43fda4e640fcfae134dfdd57c62fb50fd53b2273	432	< 0.1%
2aba55077ca3974c001f02252f014022620487555be964e615078711a6022e36	424	< 0.1%
Other values (874939)	5674018	99.9%

Most occurring characters

Value	Count	Frequency (%)
6	22780998	6.3%
4	22743450	6.3%
c	22734045	6.3%
0	22731443	6.3%
f	22728833	6.3%
5	22724334	6.3%
9	22723138	6.3%
3	22721024	6.3%
1	22720737	6.3%
2	22712754	6.2%
Other values (6)	136173452	37.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	227250468	62.5%
Lowercase Letter	136243740	37.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	22780998	10.0%
4	22743450	10.0%
0	22731443	10.0%
5	22724334	10.0%
9	22723138	10.0%
3	22721024	10.0%
1	22720737	10.0%
2	22712754	10.0%
7	22712523	10.0%
8	22680067	10.0%

Lowercase Letter

Value	Count	Frequency (%)
c	22734045	16.7%
f	22728833	16.7%
a	22711073	16.7%
e	22709755	16.7%
b	22687751	16.7%
d	22672283	16.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	227250468	62.5%
Latin	136243740	37.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	22780998	10.0%
4	22743450	10.0%
0	22731443	10.0%
5	22724334	10.0%
9	22723138	10.0%
3	22721024	10.0%
1	22720737	10.0%
2	22712754	10.0%
7	22712523	10.0%
8	22680067	10.0%

Latin

Value	Count	Frequency (%)
c	22734045	16.7%
f	22728833	16.7%
a	22711073	16.7%
e	22709755	16.7%
b	22687751	16.7%
d	22672283	16.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	363494208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	22780998	6.3%
4	22743450	6.3%
c	22734045	6.3%
0	22731443	6.3%
f	22728833	6.3%
5	22724334	6.3%
9	22723138	6.3%
3	22721024	6.3%
1	22720737	6.3%
2	22712754	6.2%
Other values (6)	136173452	37.5%

imp_hash
Categorical

HIGH CARDINALITY
MISSING

Distinct	155717
Distinct (%)	3.0%
Missing	459864
Missing (%)	8.1%
Memory size	43.3 MiB

25c7ac00c91884fd2923a489ae9dfbca	361037
dae02f32a21e03ce65412f6e56942daa	166563
f34d5f2d4577ed6d9ceec516c1f5a744	129697
73effd46557538d5fa5561eee3ffc59c	107208
431cb9bbc479c64cb0d873043f4de547	106205
Other values (155712)	4349023

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	167031456
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	81 ?
Unique (%)	< 0.1%

Sample

1st row	73effd46557538d5fa5561eee3ffc59c
2nd row	73effd46557538d5fa5561eee3ffc59c
3rd row	73effd46557538d5fa5561eee3ffc59c
4th row	73effd46557538d5fa5561eee3ffc59c
5th row	73effd46557538d5fa5561eee3ffc59c

Common Values

Value	Count	Frequency (%)
25c7ac00c91884fd2923a489ae9dfbca	361037	6.4%
dae02f32a21e03ce65412f6e56942daa	166563	2.9%
f34d5f2d4577ed6d9ceec516c1f5a744	129697	2.3%
73effd46557538d5fa5561eee3ffc59c	107208	1.9%
431cb9bbc479c64cb0d873043f4de547	106205	1.9%
8abecba2211e61763c4c9ffcaa13369e	96484	1.7%
359d89624a26d1e756c3e9d6782d6eb0	81309	1.4%
835a0f00bf1f2c5420f77cabc26e254c	66792	1.2%
ff0dfa05658a149b7b21130a1a8daedb	60810	1.1%
9dc46f318397655dea2844d0fd08e2ab	50904	0.9%
Other values (155707)	3992724	70.3%
(Missing)	459864	8.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
25c7ac00c91884fd2923a489ae9dfbca	361037	6.9%
dae02f32a21e03ce65412f6e56942daa	166563	3.2%
f34d5f2d4577ed6d9ceec516c1f5a744	129697	2.5%
73effd46557538d5fa5561eee3ffc59c	107208	2.1%
431cb9bbc479c64cb0d873043f4de547	106205	2.0%
8abecba2211e61763c4c9ffcaa13369e	96484	1.8%
359d89624a26d1e756c3e9d6782d6eb0	81309	1.6%
835a0f00bf1f2c5420f77cabc26e254c	66792	1.3%
ff0dfa05658a149b7b21130a1a8daedb	60810	1.2%
9dc46f318397655dea2844d0fd08e2ab	50904	1.0%
Other values (155707)	3992724	76.5%

Most occurring characters

Value	Count	Frequency (%)
c	11662116	7.0%
2	11178374	6.7%
5	11058686	6.6%
a	10979699	6.6%
9	10965193	6.6%
4	10888850	6.5%
e	10883284	6.5%
f	10654442	6.4%
d	10636423	6.4%
6	10238286	6.1%
Other values (6)	57886103	34.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	103083010	61.7%
Lowercase Letter	63948446	38.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	11178374	10.8%
5	11058686	10.7%
9	10965193	10.6%
4	10888850	10.6%
6	10238286	9.9%
3	10051469	9.8%
8	9931185	9.6%
0	9737381	9.4%
7	9632810	9.3%
1	9400776	9.1%

Lowercase Letter

Value	Count	Frequency (%)
c	11662116	18.2%
a	10979699	17.2%
e	10883284	17.0%
f	10654442	16.7%
d	10636423	16.6%
b	9132482	14.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	103083010	61.7%
Latin	63948446	38.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	11178374	10.8%
5	11058686	10.7%
9	10965193	10.6%
4	10888850	10.6%
6	10238286	9.9%
3	10051469	9.8%
8	9931185	9.6%
0	9737381	9.4%
7	9632810	9.3%
1	9400776	9.1%

Latin

Value	Count	Frequency (%)
c	11662116	18.2%
a	10979699	17.2%
e	10883284	17.0%
f	10654442	16.7%
d	10636423	16.6%
b	9132482	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	167031456	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
c	11662116	7.0%
2	11178374	6.7%
5	11058686	6.6%
a	10979699	6.6%
9	10965193	6.6%
4	10888850	6.5%
e	10883284	6.5%
f	10654442	6.4%
d	10636423	6.4%
6	10238286	6.1%
Other values (6)	57886103	34.7%

sec_chi2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	1379237
Distinct (%)	24.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4307899.078

Minimum	-1
Maximum	7.531272602 × 10¹⁰
Zeros	1
Zeros (%)	< 0.1%
Negative	618253
Negative (%)	10.9%
Memory size	43.3 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	62994
median	194133.02
Q3	1044480
95-th percentile	8974431.6
Maximum	7.531272602 × 10¹⁰
Range	7.531272602 × 10¹⁰
Interquartile range (IQR)	981486

Descriptive statistics

Standard deviation	95508577.12
Coefficient of variation (CV)	22.17056978
Kurtosis	197031.331
Mean	4307899.078
Median Absolute Deviation (MAD)	194134.02
Skewness	331.9046384
Sum	2.446713068 × 10¹³
Variance	9.121888303 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-1	618253	10.9%
1044480	249888	4.4%
2088960	95356	1.7%
128522	44857	0.8%
128015	41533	0.7%
130560	37687	0.7%
130049	36850	0.6%
125001	36085	0.6%
456641.38	24145	0.4%
511167	24014	0.4%
Other values (1379227)	4470929	78.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	618253	10.9%
0	1	< 0.1%
0.38	2	< 0.1%
1	7	< 0.1%
2	7	< 0.1%
3	7	< 0.1%
5	7	< 0.1%
9	3	< 0.1%
11	2	< 0.1%
12	1	< 0.1%

Value	Count	Frequency (%)
7.531272602 × 10¹⁰	2	< 0.1%
6.134842163 × 10¹⁰	1	< 0.1%
3.617517568 × 10¹⁰	2	< 0.1%
3.28836608 × 10¹⁰	2	< 0.1%
3.231118746 × 10¹⁰	1	< 0.1%
3.229539942 × 10¹⁰	1	< 0.1%
3.219121357 × 10¹⁰	1	< 0.1%
3.128222925 × 10¹⁰	1	< 0.1%
3.106932122 × 10¹⁰	1	< 0.1%
3.097848218 × 10¹⁰	1	< 0.1%

sec_entropy
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	801
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.63292423

Minimum	0
Maximum	8
Zeros	1058492
Zeros (%)	18.6%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.43
median	4.17
Q3	5.84
95-th percentile	7.64
Maximum	8
Range	8
Interquartile range (IQR)	5.41

Descriptive statistics

Standard deviation	2.612051458
Coefficient of variation (CV)	0.7189942022
Kurtosis	-1.325387784
Mean	3.63292423
Median Absolute Deviation (MAD)	2.15
Skewness	-0.1728711534
Sum	20633545.56
Variance	6.822812822
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1058492	18.6%
0.2	58214	1.0%
8	50329	0.9%
0.08	49066	0.9%
0.1	48416	0.9%
0.02	40036	0.7%
2.77	29342	0.5%
7.99	29206	0.5%
4.33	28762	0.5%
6.62	27952	0.5%
Other values (791)	4259782	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1058492	18.6%
0.01	6275	0.1%
0.02	40036	0.7%
0.03	2288	< 0.1%
0.04	2315	< 0.1%
0.05	2561	< 0.1%
0.06	12113	0.2%
0.07	2653	< 0.1%
0.08	49066	0.9%
0.09	1505	< 0.1%

Value	Count	Frequency (%)
8	50329	0.9%
7.99	29206	0.5%
7.98	14388	0.3%
7.97	15702	0.3%
7.96	11799	0.2%
7.95	13642	0.2%
7.94	7825	0.1%
7.93	9854	0.2%
7.92	6768	0.1%
7.91	16574	0.3%

sec_md5
Categorical

HIGH CARDINALITY

Distinct	1654205
Distinct (%)	29.1%
Missing	0
Missing (%)	0.0%
Memory size	43.3 MiB

d41d8cd98f00b204e9800998ecf8427e	618253
620f0b67a91f7f74151bc5be745b7110	249822
0829f71740aab1ab98b33eae21dee122	95349
bf619eac0cdf3f68d496ea9344137e8b	37300
1f354d76203061bfdd5a53dae48d5435	31458
Other values (1654200)	4647415

Length

Max length	32
Median length	32
Mean length	32
Min length	32

Characters and Unicode

Total characters	181747104
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1310775 ?
Unique (%)	23.1%

Sample

1st row	a66b3d283f2407d9f7b049b85ce9e049
2nd row	0e2b2499a27ab784a2bae9a1dc945fde
3rd row	89ce79b3a1e62aeb2ea80a5018651a44
4th row	7e016ed8299b52ab729134bb6f3806a0
5th row	ff258a9ce39ba902c63a60b25edea110

Common Values

Value	Count	Frequency (%)
d41d8cd98f00b204e9800998ecf8427e	618253	10.9%
620f0b67a91f7f74151bc5be745b7110	249822	4.4%
0829f71740aab1ab98b33eae21dee122	95349	1.7%
bf619eac0cdf3f68d496ea9344137e8b	37300	0.7%
1f354d76203061bfdd5a53dae48d5435	31458	0.6%
026e87d25a05c2499d22d04b55efd3dd	24145	0.4%
17ba5940940f6b003c9ab874b48d12d4	23995	0.4%
af19baff048a7ca28bd9b67dd9c2fd1c	19710	0.3%
89ce79b3a1e62aeb2ea80a5018651a44	17367	0.3%
7e016ed8299b52ab729134bb6f3806a0	15830	0.3%
Other values (1654195)	4546368	80.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
d41d8cd98f00b204e9800998ecf8427e	618253	10.9%
620f0b67a91f7f74151bc5be745b7110	249822	4.4%
0829f71740aab1ab98b33eae21dee122	95349	1.7%
bf619eac0cdf3f68d496ea9344137e8b	37300	0.7%
1f354d76203061bfdd5a53dae48d5435	31458	0.6%
026e87d25a05c2499d22d04b55efd3dd	24145	0.4%
17ba5940940f6b003c9ab874b48d12d4	23995	0.4%
af19baff048a7ca28bd9b67dd9c2fd1c	19710	0.3%
89ce79b3a1e62aeb2ea80a5018651a44	17367	0.3%
7e016ed8299b52ab729134bb6f3806a0	15830	0.3%
Other values (1654195)	4546368	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	13437759	7.4%
8	12776146	7.0%
9	12444981	6.8%
4	12055314	6.6%
e	12017247	6.6%
f	11575587	6.4%
1	11528200	6.3%
7	11422870	6.3%
d	11415579	6.3%
b	11368496	6.3%
Other values (6)	61704925	34.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	114269262	62.9%
Lowercase Letter	67477842	37.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	13437759	11.8%
8	12776146	11.2%
9	12444981	10.9%
4	12055314	10.5%
1	11528200	10.1%
7	11422870	10.0%
2	11116734	9.7%
5	10018652	8.8%
6	9868239	8.6%
3	9600367	8.4%

Lowercase Letter

Value	Count	Frequency (%)
e	12017247	17.8%
f	11575587	17.2%
d	11415579	16.9%
b	11368496	16.8%
c	10821744	16.0%
a	10279189	15.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	114269262	62.9%
Latin	67477842	37.1%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	13437759	11.8%
8	12776146	11.2%
9	12444981	10.9%
4	12055314	10.5%
1	11528200	10.1%
7	11422870	10.0%
2	11116734	9.7%
5	10018652	8.8%
6	9868239	8.6%
3	9600367	8.4%

Latin

Value	Count	Frequency (%)
e	12017247	17.8%
f	11575587	17.2%
d	11415579	16.9%
b	11368496	16.8%
c	10821744	16.0%
a	10279189	15.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	181747104	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	13437759	7.4%
8	12776146	7.0%
9	12444981	6.8%
4	12055314	6.6%
e	12017247	6.6%
f	11575587	6.4%
1	11528200	6.3%
7	11422870	6.3%
d	11415579	6.3%
b	11368496	6.3%
Other values (6)	61704925	34.0%

raw_size
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	32179
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	289463.676

Minimum	0
Maximum	4294936064
Zeros	502261
Zeros (%)	8.8%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1024
median	4608
Q3	46080
95-th percentile	801280
Maximum	4294936064
Range	4294936064
Interquartile range (IQR)	45056

Descriptive statistics

Standard deviation	4918440.912
Coefficient of variation (CV)	16.99156516
Kurtosis	226659.5363
Mean	289463.676
Median Absolute Deviation (MAD)	4608
Skewness	325.3469567
Sum	1.644037026 × 10¹²
Variance	2.419106101 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
512	777672	13.7%
4096	634499	11.2%
0	502261	8.8%
1024	241995	4.3%
1536	184775	3.3%
8192	183285	3.2%
2048	149758	2.6%
2560	111512	2.0%
12288	108971	1.9%
4608	78231	1.4%
Other values (32169)	2706638	47.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	502261	8.8%
1	1	< 0.1%
3	2	< 0.1%
4	20	< 0.1%
5	14	< 0.1%
6	4	< 0.1%
7	5	< 0.1%
8	41	< 0.1%
9	41	< 0.1%
10	22	< 0.1%

Value	Count	Frequency (%)
4294936064	1	< 0.1%
4278267904	1	< 0.1%
2425393296	1	< 0.1%
1702112768	1	< 0.1%
1160249886	11	< 0.1%
1073750016	1	< 0.1%
995172352	1	< 0.1%
988295168	2	< 0.1%
893046784	1	< 0.1%
758795776	1	< 0.1%

virtual_size
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	317607
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	371258.9776

Minimum	0
Maximum	2147573268
Zeros	979
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	0
5-th percentile	24
Q1	1568
median	8192
Q3	63947
95-th percentile	1027607.2
Maximum	2147573268
Range	2147573268
Interquartile range (IQR)	62379

Descriptive statistics

Standard deviation	5624119.463
Coefficient of variation (CV)	15.148777
Kurtosis	19906.40757
Mean	371258.9776
Median Absolute Deviation (MAD)	8092
Skewness	104.1186351
Sum	2.108601376 × 10¹²
Variance	3.163071973 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4096	165688	2.9%
12	120785	2.1%
24	85747	1.5%
8	63996	1.1%
1540	45298	0.8%
8192	43838	0.8%
9328	37938	0.7%
8340	35374	0.6%
55504	35260	0.6%
180274	35243	0.6%
Other values (317597)	5010430	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	979	< 0.1%
1	2080	< 0.1%
2	8700	0.2%
3	874	< 0.1%
4	14686	0.3%
5	493	< 0.1%
6	40	< 0.1%
7	65	< 0.1%
8	63996	1.1%
9	32583	0.6%

Value	Count	Frequency (%)
2147573268	1	< 0.1%
1951047900	1	< 0.1%
1744838340	1	< 0.1%
1711271132	2	< 0.1%
1399767480	1	< 0.1%
1387934712	1	< 0.1%
1308630724	1	< 0.1%
1073783168	1	< 0.1%
1050673152	1	< 0.1%
1001091072	3	< 0.1%

virtual_address
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED

Distinct	24645
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1345613.729

Minimum	0
Maximum	2425364480
Zeros	70
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	43.3 MiB

Quantile statistics

Minimum	0
5-th percentile	4096
Q1	24576
median	126976
Q3	692224
95-th percentile	3534848
Maximum	2425364480
Range	2425364480
Interquartile range (IQR)	667648

Descriptive statistics

Standard deviation	10317474.8
Coefficient of variation (CV)	7.667486276
Kurtosis	3992.71949
Mean	1345613.729
Median Absolute Deviation (MAD)	122880
Skewness	43.51514194
Sum	7.642543699 × 10¹²
Variance	1.064502863 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4096	932825	16.4%
8192	169335	3.0%
20480	116469	2.1%
16384	111888	2.0%
24576	104188	1.8%
32768	103358	1.8%
36864	100309	1.8%
49152	93129	1.6%
40960	89240	1.6%
12288	75319	1.3%
Other values (24635)	3783537	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	70	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
16	2	< 0.1%
288	2	< 0.1%
320	1	< 0.1%
392	41	< 0.1%
416	3	< 0.1%
448	30	< 0.1%
480	14	< 0.1%

Value	Count	Frequency (%)
2425364480	1	< 0.1%
1954099200	1	< 0.1%
1953947648	1	< 0.1%
1953878016	1	< 0.1%
1745260544	1	< 0.1%
1745256448	1	< 0.1%
1712082944	2	< 0.1%
1712037888	2	< 0.1%
1400750080	1	< 0.1%
1388793856	1	< 0.1%

sec_name
Categorical

HIGH CARDINALITY

Distinct	37166
Distinct (%)	0.7%
Missing	30833
Missing (%)	0.5%
Memory size	43.3 MiB

.rsrc	935808
.text	815013
.data	690304
.rdata	653926
.reloc	578166
Other values (37161)	1975547

Length

Max length	8
Median length	7
Mean length	5.277376608
Min length	1

Characters and Unicode

Total characters	29810655
Distinct characters	94
Distinct categories	11 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	20846 ?
Unique (%)	0.4%

Sample

1st row	.text
2nd row	.rdata
3rd row	.data
4th row	.pdata
5th row	.rsrc

Common Values

Value	Count	Frequency (%)
.rsrc	935808	16.5%
.text	815013	14.3%
.data	690304	12.2%
.rdata	653926	11.5%
.reloc	578166	10.2%
.idata	175808	3.1%
.pdata	159084	2.8%
.tls	158860	2.8%
.bss	80205	1.4%
UPX0	77589	1.4%
Other values (37156)	1324001	23.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
rsrc	935867	16.6%
text	815991	14.4%
data	752676	13.3%
rdata	671868	11.9%
reloc	578189	10.2%
idata	176128	3.1%
pdata	159140	2.8%
tls	158872	2.8%
bss	141409	2.5%
upx0	77913	1.4%
Other values (36179)	1180711	20.9%

Most occurring characters

Value	Count	Frequency (%)
.	5067513	17.0%
t	3806840	12.8%
a	3727779	12.5%
r	3254926	10.9%
d	1987693	6.7%
c	1667603	5.6%
e	1584411	5.3%
s	1429001	4.8%
x	928079	3.1%
l	909000	3.0%
Other values (84)	5447810	18.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	22178616	74.4%
Other Punctuation	5155210	17.3%
Uppercase Letter	1956479	6.6%
Decimal Number	480505	1.6%
Connector Punctuation	34403	0.1%
Modifier Symbol	2003	< 0.1%
Dash Punctuation	1082	< 0.1%
Math Symbol	1027	< 0.1%
Close Punctuation	587	< 0.1%
Open Punctuation	505	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3806840	17.2%
a	3727779	16.8%
r	3254926	14.7%
d	1987693	9.0%
c	1667603	7.5%
e	1584411	7.1%
s	1429001	6.4%
x	928079	4.2%
l	909000	4.1%
o	727111	3.3%
Other values (16)	2156173	9.7%

Uppercase Letter

Value	Count	Frequency (%)
P	238203	12.2%
U	211432	10.8%
S	208766	10.7%
X	199173	10.2%
A	183458	9.4%
D	163530	8.4%
T	129967	6.6%
E	114633	5.9%
C	97036	5.0%
B	78781	4.0%
Other values (16)	331500	16.9%

Other Punctuation

Value	Count	Frequency (%)
.	5067513	98.3%
/	65509	1.3%
#	13891	0.3%
\	4517	0.1%
:	784	< 0.1%
@	727	< 0.1%
?	504	< 0.1%
!	337	< 0.1%
*	314	< 0.1%
%	220	< 0.1%
Other values (5)	894	< 0.1%

Decimal Number

Value	Count	Frequency (%)
0	177090	36.9%
1	165112	34.4%
2	36979	7.7%
4	28309	5.9%
7	15264	3.2%
9	14218	3.0%
5	13647	2.8%
3	11063	2.3%
8	9971	2.1%
6	8852	1.8%

Math Symbol

Value	Count	Frequency (%)
=	267	26.0%
+	206	20.1%
>	187	18.2%
<	155	15.1%
\|	124	12.1%
~	88	8.6%

Close Punctuation

Value	Count	Frequency (%)
]	285	48.6%
}	154	26.2%
)	148	25.2%

Open Punctuation

Value	Count	Frequency (%)
{	233	46.1%
[	137	27.1%
(	135	26.7%

Modifier Symbol

Value	Count	Frequency (%)
^	1840	91.9%
`	163	8.1%

Connector Punctuation

Value	Count	Frequency (%)
_	34403	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1082	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	238	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	24135095	81.0%
Common	5675560	19.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3806840	15.8%
a	3727779	15.4%
r	3254926	13.5%
d	1987693	8.2%
c	1667603	6.9%
e	1584411	6.6%
s	1429001	5.9%
x	928079	3.8%
l	909000	3.8%
o	727111	3.0%
Other values (42)	4112652	17.0%

Common

Value	Count	Frequency (%)
.	5067513	89.3%
0	177090	3.1%
1	165112	2.9%
/	65509	1.2%
2	36979	0.7%
_	34403	0.6%
4	28309	0.5%
7	15264	0.3%
9	14218	0.3%
#	13891	0.2%
Other values (32)	57272	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29810655	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	5067513	17.0%
t	3806840	12.8%
a	3727779	12.5%
r	3254926	10.9%
d	1987693	6.7%
c	1667603	5.6%
e	1584411	5.3%
s	1429001	4.8%
x	928079	3.1%
l	909000	3.0%
Other values (84)	5447810	18.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	filename	win_count	sha256	imp_hash	sec_chi2	sec_entropy	sec_md5	raw_size	virtual_size	virtual_address	sec_name
0	0	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	1267884.25	6.41	a66b3d283f2407d9f7b049b85ce9e049	184320	180274	4096	.text
1	1	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	2956925.75	4.96	0e2b2499a27ab784a2bae9a1dc945fde	57344	55504	188416	.rdata
2	2	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	512492.88	2.60	89ce79b3a1e62aeb2ea80a5018651a44	4096	9328	245760	.data
3	3	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	917905.19	4.06	7e016ed8299b52ab729134bb6f3806a0	12288	8340	258048	.pdata
4	4	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	1889.82	8.00	ff258a9ce39ba902c63a60b25edea110	3198976	3198008	270336	.rsrc
5	5	20220329/2022032900/2022032900_0	1	e0fac1d131a2be9e6332565b4070028212f93728dfb03cc009785b956247847b	73effd46557538d5fa5561eee3ffc59c	423530.88	2.89	a60e9d10afeb59cf6c54164699e1f074	4096	1540	3469312	.reloc
6	6	20220329/2022032900/2022032900_0	2	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e	9fd5e356cbddf729790916e149772f9d	1477174.63	6.25	2522b05609ecbf1e7e20bdcff30fbfb6	243200	242811	4096	.text
7	7	20220329/2022032900/2022032900_0	2	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e	9fd5e356cbddf729790916e149772f9d	1864716.38	5.69	be5415110d0b3cb3dd956b370247bf3a	123392	123135	249856	.rdata
8	8	20220329/2022032900/2022032900_0	2	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e	9fd5e356cbddf729790916e149772f9d	78926.06	4.92	454b4efd187e79002f8c69e43cf3611f	5120	6928	376832	.data
9	9	20220329/2022032900/2022032900_0	2	b804db8237850c862e428b11f2551709c167257a2676d94fde6624ec60d24a6e	9fd5e356cbddf729790916e149772f9d	56312.00	4.81	24642b0d9ff9c297eea3fc60729bfd5b	2048	1716	385024	.rsrc

Last rows

	Unnamed: 0	filename	win_count	sha256	imp_hash	sec_chi2	sec_entropy	sec_md5	raw_size	virtual_size	virtual_address	sec_name
5679587	5679587	2022042101/2022042101_46	616219	09d1535b874f69d30a7edf5fe65715135ae901b4844a7240490c1757f3ffaa3d	f34d5f2d4577ed6d9ceec516c1f5a744	69742.16	4.26	7bd915f69bd56aaeeb6863a5cf695049	1536	1536	540672	.rsrc
5679588	5679588	2022042101/2022042101_46	616219	09d1535b874f69d30a7edf5fe65715135ae901b4844a7240490c1757f3ffaa3d	f34d5f2d4577ed6d9ceec516c1f5a744	128015.00	0.10	2ca4b30e551869adf62495beaa322e07	512	12	548864	.reloc
5679589	5679589	2022042101/2022042101_46	616220	0fa088538c604a23290d3f9376ae009ff2ac078559a3d3d23aab2f4db5ee0ea8	f3649b7c05f406bc34ad7e13cbbcc080	825516.69	6.57	4d45dd25bdeaf30ed5ec2a3dd84c67e0	144896	144610	4096	.text
5679590	5679590	2022042101/2022042101_46	616220	0fa088538c604a23290d3f9376ae009ff2ac078559a3d3d23aab2f4db5ee0ea8	f3649b7c05f406bc34ad7e13cbbcc080	1574600.00	4.10	e9b9339d80262fb5e3f54fcad20d21f3	22528	22128	151552	.rdata
5679591	5679591	2022042101/2022042101_46	616220	0fa088538c604a23290d3f9376ae009ff2ac078559a3d3d23aab2f4db5ee0ea8	f3649b7c05f406bc34ad7e13cbbcc080	2279848.00	2.97	9598147109ff177a2f0f971f3bd42d65	18432	34984	176128	.data
5679592	5679592	2022042101/2022042101_46	616220	0fa088538c604a23290d3f9376ae009ff2ac078559a3d3d23aab2f4db5ee0ea8	f3649b7c05f406bc34ad7e13cbbcc080	128681.31	5.41	c8451f9b31623084c6780c0b96d8564a	8192	7870	212992	.idata
5679593	5679593	2022042101/2022042101_46	616220	0fa088538c604a23290d3f9376ae009ff2ac078559a3d3d23aab2f4db5ee0ea8	f3649b7c05f406bc34ad7e13cbbcc080	706308.94	4.75	3277b11fd8259e2e2d59ed356cbfbb07	14848	14588	221184	.rsrc
5679594	5679594	2022042101/2022042101_46	616221	ea1dbbbe26fd7276d651874dc5d1c8c6475eaa17ce7da2291e4d77ca29a1e1ad	25ede10343b691ef6250a90568027455	484577.72	6.54	1e133243f2ace88d8ba0eac8c1b0d0d8	87552	87244	4096	.text
5679595	5679595	2022042101/2022042101_46	616221	ea1dbbbe26fd7276d651874dc5d1c8c6475eaa17ce7da2291e4d77ca29a1e1ad	25ede10343b691ef6250a90568027455	1242381.25	6.06	6e3c9602f6c222bd67ec945c513d2d10	394240	394238	94208	.rdata
5679596	5679596	2022042101/2022042101_46	616221	ea1dbbbe26fd7276d651874dc5d1c8c6475eaa17ce7da2291e4d77ca29a1e1ad	25ede10343b691ef6250a90568027455	554587.69	3.62	2998d9d31db5f16bba41eeccbcc4abe2	5632	13472	491520	.data

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Math Symbol

Close Punctuation

Open Punctuation

Modifier Symbol

Connector Punctuation

Dash Punctuation

Currency Symbol

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block